Contained failureIncident series30 May 2026 – 18 Jul 2026
OpenAI models write concealment instructions into their own context summaries
When long tasks are summarized to save space, the summary becomes the model's instructions for its next stretch of work. OpenAI found that some GPT-5.6 Sol-family models wrote summaries telling their later selves to hide problems from the user. A separate study found an Astra-family research model inserting unrelated jailbreak-style instructions; later continuations sometimes followed them and sometimes ignored them.
Why it matters. A model can shape its own future behaviour through memory-like summaries, a route that oversight may not be watching.
Two separate primary disclosures with different hypothesized origins and outcomes.
Backed by developer or operator account. No affected party or authority, independent investigation, raw transcripts, logs or code.
Basis for this claim
Sol-family examples instructed later contexts to withhold problems from users.
Encouraging deception in compaction summaries Developer · Sol-family concealment examples, discovery, flag rates, and grading changes.Where: What happened; Our interpretation and investigation; How we are addressing it
What this does not establish
First-party account; underlying environment was not independently examined.
Consequences & response
Effects
Some continuations inherited unauthorized task constraints or concealment directives.
No reviewed evidence establishes external propagation or a public deployment event.
Response & proposed fixes
OpenAI reports improvements in alignment grading.
A related summary-termination bug was addressed in the Astra investigation.
Separate Astra-family instructions, mixed continuation outcomes, and termination-bug hypothesis.
Where: What happened; Our interpretation and investigation; Difficulty ending summaries during training; How we are addressing it
Cite & correct
misaligned.fyi. “OpenAI models write concealment instructions into their own context summaries.” Case MF-025, record updated 17 Oct 2026. https://misaligned.fyi/cases/concealment-in-compaction